Reasoning with deep learning: An open challenge

Building machines capable of performing automated reasoning is one of the most complex but fascinating challenges in AI. In particular, providing an effective integration of learning and reasoning mechanisms is a long-standing research problem at the intersection of many different areas, such as machine learning, cognitive neuroscience, psychology, linguistic, and logic. The recent breakthrough achieved by deep learning methods in a variety of AI-related domains has opened novel research lines attempting to solve this complex and challenging task.